Spotify Dataset

Dataset statistics

Number of variables	21
Number of observations	89740
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	45.5 MiB
Average record size in memory	531.9 B

Variable types

Numeric	13
Categorical	7
Boolean	1

Alerts

`track_id` has a high cardinality: 89740 distinct values	High cardinality
`artists` has a high cardinality: 31437 distinct values	High cardinality
`album_name` has a high cardinality: 46589 distinct values	High cardinality
`track_name` has a high cardinality: 73608 distinct values	High cardinality
`track_genre` has a high cardinality: 113 distinct values	High cardinality
`energy` is highly overall correlated with `loudness` and 1 other fields	High correlation
`loudness` is highly overall correlated with `energy` and 1 other fields	High correlation
`acousticness` is highly overall correlated with `energy` and 1 other fields	High correlation
`explicit` is highly imbalanced (57.8%)	Imbalance
`time_signature` is highly imbalanced (72.5%)	Imbalance
`track_id` is uniformly distributed	Uniform
`track_name` is uniformly distributed	Uniform
`Unnamed: 0` has unique values	Unique
`track_id` has unique values	Unique
`popularity` has 9447 (10.5%) zeros	Zeros
`key` has 10352 (11.5%) zeros	Zeros
`instrumentalness` has 29924 (33.3%) zeros	Zeros

Reproduction

Analysis started	2023-04-14 17:37:31.735983
Analysis finished	2023-04-14 17:37:54.634096
Duration	22.9 seconds
Software version	pandas-profiling v3.6.6
Download configuration	config.json

Unnamed: 0
Real number (ℝ)

Distinct	89740
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	53479.006

Minimum	0
Maximum	113999
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	1.4 MiB

Quantile statistics

Minimum	0
5-th percentile	5084.95
Q1	23766.75
median	50680.5
Q3	80618.5
95-th percentile	108333.05
Maximum	113999
Range	113999
Interquartile range (IQR)	56851.75

Descriptive statistics

Standard deviation	33410.142
Coefficient of variation (CV)	0.62473379
Kurtosis	-1.1860874
Mean	53479.006
Median Absolute Deviation (MAD)	28313.5
Skewness	0.16700907
Sum	4.799206 × 10⁹
Variance	1.1162376 × 10⁹
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1	< 0.1%
70915	1	< 0.1%
70926	1	< 0.1%
70925	1	< 0.1%
70924	1	< 0.1%
70923	1	< 0.1%
70922	1	< 0.1%
70921	1	< 0.1%
70919	1	< 0.1%
70916	1	< 0.1%
Other values (89730)	89730	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
1	1	< 0.1%
2	1	< 0.1%
3	1	< 0.1%
4	1	< 0.1%
5	1	< 0.1%
6	1	< 0.1%
7	1	< 0.1%
8	1	< 0.1%
9	1	< 0.1%

Value	Count	Frequency (%)
113999	1	< 0.1%
113998	1	< 0.1%
113997	1	< 0.1%
113996	1	< 0.1%
113995	1	< 0.1%
113994	1	< 0.1%
113993	1	< 0.1%
113992	1	< 0.1%
113991	1	< 0.1%
113990	1	< 0.1%

track_id
Categorical

HIGH CARDINALITY UNIFORM UNIQUE

Distinct	89740
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	7.4 MiB

5SuOikwiRyPMVoIQDJUgSV	1
5POo0zRDYRZhU0SMs49Rfo	1
61suxeOgSBDfwySo1O3BQ4	1
1o1pZgOTPl2eEdRAND2UsQ	1
7x2It3MYN1QdytzgoLYGr5	1
Other values (89735)	89735

Length

Max length	22
Median length	22
Mean length	22
Min length	22

Characters and Unicode

Total characters	1974280
Distinct characters	62
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	89740 ?
Unique (%)	100.0%

Sample

1st row	5SuOikwiRyPMVoIQDJUgSV
2nd row	4qPNDBW1i3p13qLCt0Ki3A
3rd row	1iJBSr7s7jYXzM8EGcbK5b
4th row	6lfxq3CG4xtTiEg7opyCyx
5th row	5vjLSffimiIP26QG5WcN2K

Common Values

Value	Count	Frequency (%)
5SuOikwiRyPMVoIQDJUgSV	1	< 0.1%
5POo0zRDYRZhU0SMs49Rfo	1	< 0.1%
61suxeOgSBDfwySo1O3BQ4	1	< 0.1%
1o1pZgOTPl2eEdRAND2UsQ	1	< 0.1%
7x2It3MYN1QdytzgoLYGr5	1	< 0.1%
33xG0TlibLH8kO4At9cjkA	1	< 0.1%
6LB5GOIP5MMZnMUuEt6CxA	1	< 0.1%
1Rxn57Wwv6hQUu60MIiMMJ	1	< 0.1%
4hcNpo1rtbzyNswsM5byTf	1	< 0.1%
7gwZ37Vng40BDAKuiBMsAZ	1	< 0.1%
Other values (89730)	89730	> 99.9%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
5suoikwirypmvoiqdjugsv	1	< 0.1%
0x9mxhr1rtkehdjp95f2oo	1	< 0.1%
01mvol9ktvtnffibu9i7dc	1	< 0.1%
6vc5wammxdkiam7wuoeb7n	1	< 0.1%
1ezreoxmmh3g43axt1y7pa	1	< 0.1%
0iktbucnagrvd03awnz3q8	1	< 0.1%
7k9gujylp2azqokyedwew2	1	< 0.1%
210jcw2lbyd4yis8giz9ip	1	< 0.1%
4mzp5mhkrvgxdhdgdah7ej	1	< 0.1%
4ptdjbjl35d7gqfentebwp	1	< 0.1%
Other values (89730)	89730	> 99.9%

Most occurring characters

Value	Count	Frequency (%)
3	42177	2.1%
6	42169	2.1%
5	42049	2.1%
4	41963	2.1%
2	41947	2.1%
1	41908	2.1%
0	41817	2.1%
7	39664	2.0%
K	30792	1.6%
k	30733	1.6%
Other values (52)	1579061	80.0%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	789876	40.0%
Lowercase Letter	789774	40.0%
Decimal Number	394630	20.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
K	30792	3.9%
A	30715	3.9%
D	30685	3.9%
G	30655	3.9%
X	30541	3.9%
L	30526	3.9%
E	30522	3.9%
I	30516	3.9%
B	30497	3.9%
M	30468	3.9%
Other values (16)	483959	61.3%

Lowercase Letter

Value	Count	Frequency (%)
k	30733	3.9%
y	30642	3.9%
h	30637	3.9%
f	30630	3.9%
l	30551	3.9%
m	30505	3.9%
p	30491	3.9%
c	30482	3.9%
b	30462	3.9%
w	30458	3.9%
Other values (16)	484183	61.3%

Decimal Number

Value	Count	Frequency (%)
3	42177	10.7%
6	42169	10.7%
5	42049	10.7%
4	41963	10.6%
2	41947	10.6%
1	41908	10.6%
0	41817	10.6%
7	39664	10.1%
8	30567	7.7%
9	30369	7.7%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1579650	80.0%
Common	394630	20.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
K	30792	1.9%
k	30733	1.9%
A	30715	1.9%
D	30685	1.9%
G	30655	1.9%
y	30642	1.9%
h	30637	1.9%
f	30630	1.9%
l	30551	1.9%
X	30541	1.9%
Other values (42)	1273069	80.6%

Common

Value	Count	Frequency (%)
3	42177	10.7%
6	42169	10.7%
5	42049	10.7%
4	41963	10.6%
2	41947	10.6%
1	41908	10.6%
0	41817	10.6%
7	39664	10.1%
8	30567	7.7%
9	30369	7.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1974280	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
3	42177	2.1%
6	42169	2.1%
5	42049	2.1%
4	41963	2.1%
2	41947	2.1%
1	41908	2.1%
0	41817	2.1%
7	39664	2.0%
K	30792	1.6%
k	30733	1.6%
Other values (52)	1579061	80.0%

artists
Categorical

Distinct	31437
Distinct (%)	35.0%
Missing	0
Missing (%)	0.0%
Memory size	7.1 MiB

George Jones	260
my little airport	171
The Beatles	149
BTS	143
Håkan Hellström	141
Other values (31432)	88876

Length

Max length	513
Median length	322
Mean length	16.377056
Min length	2

Characters and Unicode

Total characters	1469677
Distinct characters	712
Distinct categories	18 ?
Distinct scripts	7 ?
Distinct blocks	12 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	20150 ?
Unique (%)	22.5%

Sample

1st row	Gen Hoshino
2nd row	Ben Woodward
3rd row	Ingrid Michaelson;ZAYN
4th row	Kina Grannis
5th row	Chord Overstreet

Common Values

Value	Count	Frequency (%)
George Jones	260	0.3%
my little airport	171	0.2%
The Beatles	149	0.2%
BTS	143	0.2%
Håkan Hellström	141	0.2%
Glee Cast	139	0.2%
Hank Williams	136	0.2%
Linkin Park	133	0.1%
Scooter	130	0.1%
OneRepublic	124	0.1%
Other values (31427)	88214	98.3%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
the	4979	2.4%
	2441	1.2%
de	928	0.5%
los	865	0.4%
of	827	0.4%
dj	599	0.3%
george	527	0.3%
jones	424	0.2%
la	406	0.2%
for	396	0.2%
Other values (42276)	190938	93.9%

Most occurring characters

Value	Count	Frequency (%)
a	129670	8.8%
e	117023	8.0%
	113598	7.7%
i	89038	6.1%
n	83644	5.7%
o	83448	5.7%
r	81021	5.5%
l	59431	4.0%
s	55463	3.8%
t	50897	3.5%
Other values (702)	606444	41.3%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	1041824	70.9%
Uppercase Letter	263603	17.9%
Space Separator	113598	7.7%
Other Punctuation	41593	2.8%
Decimal Number	4569	0.3%
Other Letter	1946	0.1%
Dash Punctuation	1673	0.1%
Currency Symbol	179	< 0.1%
Close Punctuation	171	< 0.1%
Open Punctuation	169	< 0.1%
Other values (8)	352	< 0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
ス	63	3.2%
ル	59	3.0%
ズ	55	2.8%
ン	49	2.5%
ザ	43	2.2%
タ	42	2.2%
サ	41	2.1%
オ	41	2.1%
陳	31	1.6%
林	25	1.3%
Other values (453)	1497	76.9%

Lowercase Letter

Value	Count	Frequency (%)
a	129670	12.4%
e	117023	11.2%
i	89038	8.5%
n	83644	8.0%
o	83448	8.0%
r	81021	7.8%
l	59431	5.7%
s	55463	5.3%
t	50897	4.9%
h	39724	3.8%
Other values (102)	252465	24.2%

Uppercase Letter

Value	Count	Frequency (%)
S	22879	8.7%
M	18968	7.2%
A	18477	7.0%
B	17099	6.5%
C	16293	6.2%
T	16054	6.1%
D	14420	5.5%
R	13434	5.1%
L	13081	5.0%
P	12379	4.7%
Other values (66)	100519	38.1%

Other Punctuation

Value	Count	Frequency (%)
;	33684	81.0%
.	3164	7.6%
&	2334	5.6%
'	1171	2.8%
"	440	1.1%
!	270	0.6%
,	238	0.6%
/	121	0.3%
:	114	0.3%
?	29	0.1%
Other values (9)	28	0.1%

Decimal Number

Value	Count	Frequency (%)
1	693	15.2%
2	666	14.6%
4	620	13.6%
3	533	11.7%
0	490	10.7%
6	361	7.9%
8	355	7.8%
7	294	6.4%
9	287	6.3%
5	270	5.9%

Close Punctuation

Value	Count	Frequency (%)
)	144	84.2%
]	17	9.9%
』	5	2.9%
）	3	1.8%
}	2	1.2%

Math Symbol

Value	Count	Frequency (%)
+	72	58.1%
=	33	26.6%
≠	17	13.7%
\|	1	0.8%
∆	1	0.8%

Other Symbol

Value	Count	Frequency (%)
☆	6	37.5%
™	5	31.2%
✦	2	12.5%
®	2	12.5%
✰	1	6.2%

Open Punctuation

Value	Count	Frequency (%)
(	144	85.2%
[	17	10.1%
『	5	3.0%
（	3	1.8%

Dash Punctuation

Value	Count	Frequency (%)
-	1611	96.3%
–	62	3.7%

Modifier Letter

Value	Count	Frequency (%)
ー	115	98.3%
々	2	1.7%

Final Punctuation

Value	Count	Frequency (%)
’	49	98.0%
”	1	2.0%

Initial Punctuation

Value	Count	Frequency (%)
‘	4	80.0%
“	1	20.0%

Space Separator

Value	Count	Frequency (%)
	113598	100.0%

Currency Symbol

Value	Count	Frequency (%)
$	179	100.0%

Connector Punctuation

Value	Count	Frequency (%)
_	20	100.0%

Modifier Symbol

Value	Count	Frequency (%)
´	11	100.0%

Other Number

Value	Count	Frequency (%)
²	9	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1299629	88.4%
Common	162309	11.0%
Cyrillic	5788	0.4%
Han	1246	0.1%
Katakana	615	< 0.1%
Hiragana	87	< 0.1%
Greek	3	< 0.1%

Most frequent character per script

Han

Value	Count	Frequency (%)
陳	31	2.5%
林	25	2.0%
峰	23	1.8%
吳	19	1.5%
人	18	1.4%
五	18	1.4%
青	18	1.4%
光	18	1.4%
張	18	1.4%
樂	16	1.3%
Other values (380)	1042	83.6%

Latin

Value	Count	Frequency (%)
a	129670	10.0%
e	117023	9.0%
i	89038	6.9%
n	83644	6.4%
o	83448	6.4%
r	81021	6.2%
l	59431	4.6%
s	55463	4.3%
t	50897	3.9%
h	39724	3.1%
Other values (120)	510270	39.3%

Common

Value	Count	Frequency (%)
	113598	70.0%
;	33684	20.8%
.	3164	1.9%
&	2334	1.4%
-	1611	1.0%
'	1171	0.7%
1	693	0.4%
2	666	0.4%
4	620	0.4%
3	533	0.3%
Other values (51)	4235	2.6%

Cyrillic

Value	Count	Frequency (%)
а	723	12.5%
о	436	7.5%
р	412	7.1%
и	388	6.7%
е	352	6.1%
н	338	5.8%
к	250	4.3%
в	246	4.3%
л	232	4.0%
с	200	3.5%
Other values (45)	2211	38.2%

Katakana

Value	Count	Frequency (%)
ス	63	10.2%
ル	59	9.6%
ズ	55	8.9%
ン	49	8.0%
ザ	43	7.0%
タ	42	6.8%
サ	41	6.7%
オ	41	6.7%
カ	19	3.1%
ミ	17	2.8%
Other values (35)	186	30.2%

Hiragana

Value	Count	Frequency (%)
さ	8	9.2%
り	8	9.2%
の	7	8.0%
い	6	6.9%
か	6	6.9%
あ	6	6.9%
な	5	5.7%
と	5	5.7%
ゆ	4	4.6%
ん	3	3.4%
Other values (19)	29	33.3%

Greek

Value	Count	Frequency (%)
α	2	66.7%
μ	1	33.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1454103	98.9%
None	7571	0.5%
Cyrillic	5788	0.4%
CJK	1244	0.1%
Katakana	731	< 0.1%
Punctuation	118	< 0.1%
Hiragana	87	< 0.1%
Math Operators	18	< 0.1%
Misc Symbols	6	< 0.1%
Letterlike Symbols	5	< 0.1%
Other values (2)	6	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
a	129670	8.9%
e	117023	8.0%
	113598	7.8%
i	89038	6.1%
n	83644	5.8%
o	83448	5.7%
r	81021	5.6%
l	59431	4.1%
s	55463	3.8%
t	50897	3.5%
Other values (78)	590870	40.6%

None

Value	Count	Frequency (%)
é	1257	16.6%
ã	643	8.5%
á	577	7.6%
ö	575	7.6%
ó	502	6.6%
í	467	6.2%
ä	401	5.3%
ü	361	4.8%
ç	307	4.1%
ı	215	2.8%
Other values (80)	2266	29.9%

Cyrillic

Value	Count	Frequency (%)
а	723	12.5%
о	436	7.5%
р	412	7.1%
и	388	6.7%
е	352	6.1%
н	338	5.8%
к	250	4.3%
в	246	4.3%
л	232	4.0%
с	200	3.5%
Other values (45)	2211	38.2%

Katakana

Value	Count	Frequency (%)
ー	115	15.7%
ス	63	8.6%
ル	59	8.1%
ズ	55	7.5%
ン	49	6.7%
ザ	43	5.9%
タ	42	5.7%
サ	41	5.6%
オ	41	5.6%
カ	19	2.6%
Other values (37)	204	27.9%

Punctuation

Value	Count	Frequency (%)
–	62	52.5%
’	49	41.5%
‘	4	3.4%
“	1	0.8%
”	1	0.8%
•	1	0.8%

CJK

Value	Count	Frequency (%)
陳	31	2.5%
林	25	2.0%
峰	23	1.8%
吳	19	1.5%
人	18	1.4%
五	18	1.4%
青	18	1.4%
光	18	1.4%
張	18	1.4%
樂	16	1.3%
Other values (379)	1040	83.6%

Math Operators

Value	Count	Frequency (%)
≠	17	94.4%
∆	1	5.6%

Hiragana

Value	Count	Frequency (%)
さ	8	9.2%
り	8	9.2%
の	7	8.0%
い	6	6.9%
か	6	6.9%
あ	6	6.9%
な	5	5.7%
と	5	5.7%
ゆ	4	4.6%
ん	3	3.4%
Other values (19)	29	33.3%

Misc Symbols

Value	Count	Frequency (%)
☆	6	100.0%

Letterlike Symbols

Value	Count	Frequency (%)
™	5	100.0%

Latin Ext Additional

Value	Count	Frequency (%)
ạ	2	66.7%
ọ	1	33.3%

Dingbats

Value	Count	Frequency (%)
✦	2	66.7%
✰	1	33.3%

album_name
Categorical

Distinct	46589
Distinct (%)	51.9%
Missing	0
Missing (%)	0.0%
Memory size	7.6 MiB

The Complete Hank Williams	110
Greatest Hits	77
Mozart: A Night of Classics	75
Alternative Christmas 2022	73
Mozart - All Day Classics	68
Other values (46584)	89337

Length

Max length	243
Median length	145
Mean length	20.23908
Min length	1

Characters and Unicode

Total characters	1816255
Distinct characters	2084
Distinct categories	22 ?
Distinct scripts	13 ?
Distinct blocks	22 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	33270 ?
Unique (%)	37.1%

Sample

1st row	Comedy
2nd row	Ghost (Acoustic)
3rd row	To Begin Again
4th row	Crazy Rich Asians (Original Motion Picture Soundtrack)
5th row	Hold On

Common Values

Value	Count	Frequency (%)
The Complete Hank Williams	110	0.1%
Greatest Hits	77	0.1%
Mozart: A Night of Classics	75	0.1%
Alternative Christmas 2022	73	0.1%
Mozart - All Day Classics	68	0.1%
Hans Zimmer: Epic Scores	68	0.1%
Classical Christmas	61	0.1%
Best Of Karneval	58	0.1%
Mozart - Inspiring Classics	58	0.1%
Karneval 2022 100%	57	0.1%
Other values (46579)	89035	99.2%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
the	9990	3.2%
	7278	2.3%
of	4363	1.4%
vivo	2574	0.8%
a	2497	0.8%
original	2474	0.8%
vol	2417	0.8%
de	2361	0.8%
ao	2329	0.8%
soundtrack	1998	0.6%
Other values (35981)	271487	87.6%

Most occurring characters

Value	Count	Frequency (%)
	220028	12.1%
e	145205	8.0%
a	112750	6.2%
o	109283	6.0%
i	102012	5.6%
n	85476	4.7%
r	83127	4.6%
t	75365	4.1%
s	75296	4.1%
l	62264	3.4%
Other values (2074)	745449	41.0%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	1188084	65.4%
Uppercase Letter	289675	15.9%
Space Separator	220028	12.1%
Decimal Number	35416	1.9%
Other Punctuation	26214	1.4%
Other Letter	19850	1.1%
Close Punctuation	14800	0.8%
Open Punctuation	14796	0.8%
Dash Punctuation	5756	0.3%
Math Symbol	703	< 0.1%
Other values (12)	933	0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
ン	342	1.7%
の	323	1.6%
的	278	1.4%
ル	247	1.2%
ト	235	1.2%
愛	211	1.1%
い	202	1.0%
ス	177	0.9%
我	174	0.9%
ク	160	0.8%
Other values (1728)	17501	88.2%

Lowercase Letter

Value	Count	Frequency (%)
e	145205	12.2%
a	112750	9.5%
o	109283	9.2%
i	102012	8.6%
n	85476	7.2%
r	83127	7.0%
t	75365	6.3%
s	75296	6.3%
l	62264	5.2%
u	41837	3.5%
Other values (128)	295469	24.9%

Uppercase Letter

Value	Count	Frequency (%)
S	24729	8.5%
T	22303	7.7%
A	20565	7.1%
M	18192	6.3%
C	17686	6.1%
P	14816	5.1%
R	14786	5.1%
B	14531	5.0%
E	14403	5.0%
D	14278	4.9%
Other values (91)	113386	39.1%

Other Punctuation

Value	Count	Frequency (%)
.	7340	28.0%
,	4167	15.9%
'	3858	14.7%
:	3675	14.0%
&	1965	7.5%
/	1537	5.9%
"	1322	5.0%
!	1055	4.0%
?	408	1.6%
・	207	0.8%
Other values (13)	680	2.6%

Nonspacing Mark

Value	Count	Frequency (%)
゙	57	53.3%
́	11	10.3%
̆	11	10.3%
゚	8	7.5%
̈	6	5.6%
ു	4	3.7%
്	3	2.8%
̀	2	1.9%
ู	1	0.9%
่	1	0.9%
Other values (3)	3	2.8%

Decimal Number

Value	Count	Frequency (%)
2	12173	34.4%
0	8464	23.9%
1	5611	15.8%
9	1977	5.6%
3	1826	5.2%
5	1477	4.2%
4	1182	3.3%
6	916	2.6%
7	907	2.6%
8	883	2.5%

Math Symbol

Value	Count	Frequency (%)
+	254	36.1%
~	242	34.4%
>	64	9.1%
<	61	8.7%
\|	50	7.1%
=	15	2.1%
≠	7	1.0%
×	7	1.0%
÷	2	0.3%
∀	1	0.1%

Close Punctuation

Value	Count	Frequency (%)
)	13986	94.5%
]	659	4.5%
」	48	0.3%
》	48	0.3%
』	43	0.3%
】	10	0.1%
}	5	< 0.1%
〕	1	< 0.1%

Open Punctuation

Value	Count	Frequency (%)
(	13984	94.5%
[	657	4.4%
《	48	0.3%
「	48	0.3%
『	43	0.3%
【	10	0.1%
{	5	< 0.1%
〔	1	< 0.1%

Other Symbol

Value	Count	Frequency (%)
®	20	34.5%
°	17	29.3%
☆	14	24.1%
♡	2	3.4%
★	2	3.4%
❀	1	1.7%
●	1	1.7%
❤	1	1.7%

Dash Punctuation

Value	Count	Frequency (%)
-	5547	96.4%
〜	143	2.5%
–	56	1.0%
―	6	0.1%
—	3	0.1%
‐	1	< 0.1%

Modifier Symbol

Value	Count	Frequency (%)
´	20	87.0%
`	2	8.7%
˚	1	4.3%

Letter Number

Value	Count	Frequency (%)
Ⅱ	15	75.0%
Ⅲ	4	20.0%
〇	1	5.0%

Spacing Mark

Value	Count	Frequency (%)
േ	5	55.6%
ാ	3	33.3%
െ	1	11.1%

Modifier Letter

Value	Count	Frequency (%)
ー	339	95.0%
々	18	5.0%

Final Punctuation

Value	Count	Frequency (%)
’	159	78.7%
”	43	21.3%

Initial Punctuation

Value	Count	Frequency (%)
“	51	89.5%
‘	6	10.5%

Format

Value	Count	Frequency (%)
	14	87.5%
‬	2	12.5%

Space Separator

Value	Count	Frequency (%)
	220028	100.0%

Connector Punctuation

Value	Count	Frequency (%)
_	55	100.0%

Currency Symbol

Value	Count	Frequency (%)
$	28	100.0%

Other Number

Value	Count	Frequency (%)
²	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1461370	80.5%
Common	318492	17.5%
Cyrillic	16353	0.9%
Han	12254	0.7%
Katakana	4408	0.2%
Hiragana	3087	0.2%
Inherited	98	< 0.1%
Greek	67	< 0.1%
Arabic	44	< 0.1%
Malayalam	38	< 0.1%
Other values (3)	44	< 0.1%

Most frequent character per script

Han

Value	Count	Frequency (%)
的	278	2.3%
愛	211	1.7%
我	174	1.4%
曲	125	1.0%
選	125	1.0%
精	122	1.0%
你	118	1.0%
劇	111	0.9%
人	106	0.9%
一	98	0.8%
Other values (1537)	10786	88.0%

Latin

Value	Count	Frequency (%)
e	145205	9.9%
a	112750	7.7%
o	109283	7.5%
i	102012	7.0%
n	85476	5.8%
r	83127	5.7%
t	75365	5.2%
s	75296	5.2%
l	62264	4.3%
u	41837	2.9%
Other values (144)	568755	38.9%

Common

Value	Count	Frequency (%)
	220028	69.1%
)	13986	4.4%
(	13984	4.4%
2	12173	3.8%
0	8464	2.7%
.	7340	2.3%
1	5611	1.8%
-	5547	1.7%
,	4167	1.3%
'	3858	1.2%
Other values (77)	23334	7.3%

Katakana

Value	Count	Frequency (%)
ン	342	7.8%
ル	247	5.6%
ト	235	5.3%
ス	177	4.0%
ク	160	3.6%
ラ	155	3.5%
ア	149	3.4%
ナ	142	3.2%
イ	138	3.1%
リ	136	3.1%
Other values (68)	2527	57.3%

Hiragana

Value	Count	Frequency (%)
の	323	10.5%
い	202	6.5%
た	157	5.1%
な	144	4.7%
し	129	4.2%
と	123	4.0%
て	105	3.4%
に	100	3.2%
る	95	3.1%
か	92	3.0%
Other values (60)	1617	52.4%

Cyrillic

Value	Count	Frequency (%)
е	1446	8.8%
а	1319	8.1%
о	1250	7.6%
н	1116	6.8%
с	1105	6.8%
и	1101	6.7%
р	764	4.7%
т	761	4.7%
л	614	3.8%
к	613	3.7%
Other values (53)	6264	38.3%

Greek

Value	Count	Frequency (%)
φ	14	20.9%
α	6	9.0%
Ξ	5	7.5%
ς	4	6.0%
Ψ	3	4.5%
μ	3	4.5%
τ	2	3.0%
ε	2	3.0%
η	2	3.0%
υ	2	3.0%
Other values (16)	24	35.8%

Malayalam

Value	Count	Frequency (%)
േ	5	13.2%
ന	4	10.5%
ു	4	10.5%
ാ	3	7.9%
്	3	7.9%
യ	3	7.9%
ശ	2	5.3%
വ	2	5.3%
ര	2	5.3%
ത	2	5.3%
Other values (8)	8	21.1%

Hangul

Value	Count	Frequency (%)
이	6	16.7%
신	4	11.1%
든	3	8.3%
사	3	8.3%
잠	3	8.3%
에	3	8.3%
당	3	8.3%
공	2	5.6%
감	2	5.6%
타	1	2.8%
Other values (6)	6	16.7%

Arabic

Value	Count	Frequency (%)
ا	8	18.2%
ی	6	13.6%
ت	4	9.1%
ه	4	9.1%
و	4	9.1%
ر	4	9.1%
چ	4	9.1%
ک	4	9.1%
ل	4	9.1%
م	2	4.5%

Inherited

Value	Count	Frequency (%)
゙	57	58.2%
́	11	11.2%
̆	11	11.2%
゚	8	8.2%
̈	6	6.1%
̀	2	2.0%
̃	1	1.0%
️	1	1.0%
̊	1	1.0%

Thai

Value	Count	Frequency (%)
ู	1	20.0%
่	1	20.0%
ก	1	20.0%
ค	1	20.0%
แ	1	20.0%

Devanagari

Value	Count	Frequency (%)
न	3	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1767325	97.3%
Cyrillic	16353	0.9%
CJK	12235	0.7%
None	11604	0.6%
Katakana	4954	0.3%
Hiragana	3152	0.2%
Punctuation	392	< 0.1%
Arabic	44	< 0.1%
Malayalam	38	< 0.1%
Hangul	36	< 0.1%
Other values (12)	122	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	220028	12.4%
e	145205	8.2%
a	112750	6.4%
o	109283	6.2%
i	102012	5.8%
n	85476	4.8%
r	83127	4.7%
t	75365	4.3%
s	75296	4.3%
l	62264	3.5%
Other values (83)	696519	39.4%

Cyrillic

Value	Count	Frequency (%)
е	1446	8.8%
а	1319	8.1%
о	1250	7.6%
н	1116	6.8%
с	1105	6.8%
и	1101	6.7%
р	764	4.7%
т	761	4.7%
л	614	3.8%
к	613	3.7%
Other values (53)	6264	38.3%

None

Value	Count	Frequency (%)
ó	936	8.1%
ã	925	8.0%
é	898	7.7%
á	787	6.8%
ç	685	5.9%
í	602	5.2%
ü	589	5.1%
ú	575	5.0%
ä	561	4.8%
ı	532	4.6%
Other values (132)	4514	38.9%

Katakana

Value	Count	Frequency (%)
ン	342	6.9%
ー	339	6.8%
ル	247	5.0%
ト	235	4.7%
・	207	4.2%
ス	177	3.6%
ク	160	3.2%
ラ	155	3.1%
ア	149	3.0%
ナ	142	2.9%
Other values (70)	2801	56.5%

Hiragana

Value	Count	Frequency (%)
の	323	10.2%
い	202	6.4%
た	157	5.0%
な	144	4.6%
し	129	4.1%
と	123	3.9%
て	105	3.3%
に	100	3.2%
る	95	3.0%
か	92	2.9%
Other values (62)	1682	53.4%

CJK

Value	Count	Frequency (%)
的	278	2.3%
愛	211	1.7%
我	174	1.4%
曲	125	1.0%
選	125	1.0%
精	122	1.0%
你	118	1.0%
劇	111	0.9%
人	106	0.9%
一	98	0.8%
Other values (1535)	10767	88.0%

Punctuation

Value	Count	Frequency (%)
’	159	40.6%
–	56	14.3%
“	51	13.0%
”	43	11.0%
…	42	10.7%
	14	3.6%
•	6	1.5%
―	6	1.5%
‘	6	1.5%
—	3	0.8%
Other values (3)	6	1.5%

IPA Ext

Value	Count	Frequency (%)
ə	20	100.0%

Number Forms

Value	Count	Frequency (%)
Ⅱ	15	78.9%
Ⅲ	4	21.1%

Misc Symbols

Value	Count	Frequency (%)
☆	14	77.8%
♡	2	11.1%
★	2	11.1%

Diacriticals

Value	Count	Frequency (%)
́	11	34.4%
̆	11	34.4%
̈	6	18.8%
̀	2	6.2%
̃	1	3.1%
̊	1	3.1%

Arabic

Value	Count	Frequency (%)
ا	8	18.2%
ی	6	13.6%
ت	4	9.1%
ه	4	9.1%
و	4	9.1%
ر	4	9.1%
چ	4	9.1%
ک	4	9.1%
ل	4	9.1%
م	2	4.5%

Math Operators

Value	Count	Frequency (%)
≠	7	87.5%
∀	1	12.5%

Hangul

Value	Count	Frequency (%)
이	6	16.7%
신	4	11.1%
든	3	8.3%
사	3	8.3%
잠	3	8.3%
에	3	8.3%
당	3	8.3%
공	2	5.6%
감	2	5.6%
타	1	2.8%
Other values (6)	6	16.7%

Malayalam

Value	Count	Frequency (%)
േ	5	13.2%
ന	4	10.5%
ു	4	10.5%
ാ	3	7.9%
്	3	7.9%
യ	3	7.9%
ശ	2	5.3%
വ	2	5.3%
ര	2	5.3%
ത	2	5.3%
Other values (8)	8	21.1%

Latin Ext Additional

Value	Count	Frequency (%)
ạ	3	25.0%
ộ	3	25.0%
ứ	2	16.7%
ồ	1	8.3%
ỉ	1	8.3%
ể	1	8.3%
ặ	1	8.3%

Devanagari

Value	Count	Frequency (%)
न	3	100.0%

Thai

Value	Count	Frequency (%)
ู	1	20.0%
่	1	20.0%
ก	1	20.0%
ค	1	20.0%
แ	1	20.0%

Dingbats

Value	Count	Frequency (%)
❀	1	50.0%
❤	1	50.0%

Modifier Letters

Value	Count	Frequency (%)
˚	1	100.0%

Geometric Shapes

Value	Count	Frequency (%)
●	1	100.0%

VS

Value	Count	Frequency (%)
️	1	100.0%

track_name
Categorical

HIGH CARDINALITY UNIFORM

Distinct	73608
Distinct (%)	82.0%
Missing	0
Missing (%)	0.0%
Memory size	7.5 MiB

Rockin' Around The Christmas Tree	48
Frosty The Snowman	45
Little Saint Nick - 1991 Remix	41
Run Rudolph Run	40
Santa Claus Is Coming To Town	38
Other values (73603)	89528

Length

Max length	511
Median length	146
Mean length	18.158257
Min length	1

Characters and Unicode

Total characters	1629522
Distinct characters	2417
Distinct categories	23 ?
Distinct scripts	13 ?
Distinct blocks	25 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	65617 ?
Unique (%)	73.1%

Sample

1st row	Comedy
2nd row	Ghost - Acoustic
3rd row	To Begin Again
4th row	Can't Help Falling In Love
5th row	Hold On

Common Values

Value	Count	Frequency (%)
Rockin' Around The Christmas Tree	48	0.1%
Frosty The Snowman	45	0.1%
Little Saint Nick - 1991 Remix	41	< 0.1%
Run Rudolph Run	40	< 0.1%
Santa Claus Is Coming To Town	38	< 0.1%
Let It Snow! Let It Snow! Let It Snow!	38	< 0.1%
Winter Wonderland	37	< 0.1%
Have Yourself A Merry Little Christmas	36	< 0.1%
Rudolph The Red-Nosed Reindeer	35	< 0.1%
Mistletoe	33	< 0.1%
Other values (73598)	89349	99.6%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
	15562	5.1%
the	7629	2.5%
you	3190	1.0%
a	2956	1.0%
of	2895	0.9%
me	2726	0.9%
i	2602	0.9%
vivo	2527	0.8%
in	2458	0.8%
ao	2267	0.7%
Other values (50550)	260771	85.3%

Most occurring characters

Value	Count	Frequency (%)
	215843	13.2%
e	138723	8.5%
a	108308	6.6%
o	97072	6.0%
i	87315	5.4%
n	75552	4.6%
r	73238	4.5%
t	64908	4.0%
s	53687	3.3%
l	50171	3.1%
Other values (2407)	664705	40.8%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	1053612	64.7%
Uppercase Letter	267350	16.4%
Space Separator	215843	13.2%
Other Punctuation	24676	1.5%
Other Letter	19986	1.2%
Decimal Number	16527	1.0%
Dash Punctuation	14140	0.9%
Open Punctuation	7958	0.5%
Close Punctuation	7956	0.5%
Modifier Letter	483	< 0.1%
Other values (13)	991	0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
の	395	2.0%
ン	333	1.7%
的	320	1.6%
い	241	1.2%
イ	234	1.2%
你	217	1.1%
愛	209	1.0%
我	191	1.0%
曲	187	0.9%
人	180	0.9%
Other values (2056)	17479	87.5%

Lowercase Letter

Value	Count	Frequency (%)
e	138723	13.2%
a	108308	10.3%
o	97072	9.2%
i	87315	8.3%
n	75552	7.2%
r	73238	7.0%
t	64908	6.2%
s	53687	5.1%
l	50171	4.8%
u	38066	3.6%
Other values (135)	266572	25.3%

Uppercase Letter

Value	Count	Frequency (%)
S	21704	8.1%
T	19971	7.5%
M	19231	7.2%
A	18875	7.1%
L	14643	5.5%
C	14156	5.3%
D	13742	5.1%
R	13407	5.0%
B	13291	5.0%
I	11872	4.4%
Other values (84)	106458	39.8%

Other Punctuation

Value	Count	Frequency (%)
.	5969	24.2%
'	5256	21.3%
,	3796	15.4%
"	2884	11.7%
/	1949	7.9%
:	1655	6.7%
&	1164	4.7%
!	931	3.8%
?	613	2.5%
・	122	0.5%
Other values (11)	337	1.4%

Nonspacing Mark

Value	Count	Frequency (%)
́	42	35.0%
゙	25	20.8%
̃	10	8.3%
̈	9	7.5%
̧	8	6.7%
̂	6	5.0%
゚	5	4.2%
̆	5	4.2%
̊	3	2.5%
̀	2	1.7%
Other values (5)	5	4.2%

Decimal Number

Value	Count	Frequency (%)
2	3714	22.5%
0	3629	22.0%
1	3059	18.5%
9	1470	8.9%
3	929	5.6%
4	873	5.3%
5	851	5.1%
8	689	4.2%
7	678	4.1%
6	635	3.8%

Math Symbol

Value	Count	Frequency (%)
+	71	37.0%
~	50	26.0%
\|	22	11.5%
=	17	8.9%
>	15	7.8%
<	12	6.2%
→	2	1.0%
×	1	0.5%
≠	1	0.5%
∀	1	0.5%

Open Punctuation

Value	Count	Frequency (%)
(	7565	95.1%
[	286	3.6%
《	70	0.9%
「	30	0.4%
『	2	< 0.1%
【	2	< 0.1%
„	1	< 0.1%
〔	1	< 0.1%
{	1	< 0.1%

Other Symbol

Value	Count	Frequency (%)
☆	10	30.3%
°	8	24.2%
♡	8	24.2%
®	2	6.1%
●	1	3.0%
△	1	3.0%
⌘	1	3.0%
★	1	3.0%
❤	1	3.0%

Close Punctuation

Value	Count	Frequency (%)
)	7564	95.1%
]	286	3.6%
》	70	0.9%
」	30	0.4%
』	2	< 0.1%
】	2	< 0.1%
〕	1	< 0.1%
}	1	< 0.1%

Dash Punctuation

Value	Count	Frequency (%)
-	14029	99.2%
〜	76	0.5%
–	24	0.2%
—	9	0.1%
―	2	< 0.1%

Modifier Symbol

Value	Count	Frequency (%)
´	37	74.0%
`	11	22.0%
^	1	2.0%
˙	1	2.0%

Final Punctuation

Value	Count	Frequency (%)
’	328	86.5%
”	42	11.1%
»	9	2.4%

Initial Punctuation

Value	Count	Frequency (%)
‘	68	54.4%
“	48	38.4%
«	9	7.2%

Format

Value	Count	Frequency (%)
‬	8	80.0%
‌	1	10.0%
	1	10.0%

Modifier Letter

Value	Count	Frequency (%)
ー	473	97.9%
々	10	2.1%

Currency Symbol

Value	Count	Frequency (%)
$	45	97.8%
₿	1	2.2%

Letter Number

Value	Count	Frequency (%)
Ⅱ	2	66.7%
〇	1	33.3%

Other Number

Value	Count	Frequency (%)
½	1	50.0%
²	1	50.0%

Space Separator

Value	Count	Frequency (%)
	215843	100.0%

Connector Punctuation

Value	Count	Frequency (%)
_	29	100.0%

Control

Value	Count	Frequency (%)
	1	100.0%

Private Use

Value	Count	Frequency (%)
	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1310229	80.4%
Common	288439	17.7%
Han	12429	0.8%
Cyrillic	10705	0.7%
Katakana	3882	0.2%
Hiragana	3592	0.2%
Inherited	119	< 0.1%
Hangul	58	< 0.1%
Greek	36	< 0.1%
Arabic	26	< 0.1%
Other values (3)	7	< 0.1%

Most frequent character per script

Han

Value	Count	Frequency (%)
的	320	2.6%
你	217	1.7%
愛	209	1.7%
我	191	1.5%
曲	187	1.5%
人	180	1.4%
一	149	1.2%
不	125	1.0%
劇	112	0.9%
天	104	0.8%
Other values (1836)	10635	85.6%

Latin

Value	Count	Frequency (%)
e	138723	10.6%
a	108308	8.3%
o	97072	7.4%
i	87315	6.7%
n	75552	5.8%
r	73238	5.6%
t	64908	5.0%
s	53687	4.1%
l	50171	3.8%
u	38066	2.9%
Other values (144)	523189	39.9%

Common

Value	Count	Frequency (%)
	215843	74.8%
-	14029	4.9%
(	7565	2.6%
)	7564	2.6%
.	5969	2.1%
'	5256	1.8%
,	3796	1.3%
2	3714	1.3%
0	3629	1.3%
1	3059	1.1%
Other values (82)	18015	6.2%

Katakana

Value	Count	Frequency (%)
ン	333	8.6%
イ	234	6.0%
ス	175	4.5%
ル	161	4.1%
ラ	156	4.0%
ト	128	3.3%
シ	109	2.8%
ク	108	2.8%
ア	102	2.6%
リ	101	2.6%
Other values (69)	2275	58.6%

Hiragana

Value	Count	Frequency (%)
の	395	11.0%
い	241	6.7%
な	177	4.9%
た	131	3.6%
て	114	3.2%
る	109	3.0%
か	106	3.0%
に	104	2.9%
き	101	2.8%
ら	101	2.8%
Other values (63)	2013	56.0%

Cyrillic

Value	Count	Frequency (%)
а	932	8.7%
о	891	8.3%
е	820	7.7%
и	639	6.0%
н	600	5.6%
р	536	5.0%
т	497	4.6%
л	453	4.2%
с	451	4.2%
к	384	3.6%
Other values (53)	4502	42.1%

Hangul

Value	Count	Frequency (%)
일	3	5.2%
강	3	5.2%
시	2	3.4%
속	2	3.4%
이	2	3.4%
타	2	3.4%
스	2	3.4%
남	2	3.4%
마	1	1.7%
원	1	1.7%
Other values (38)	38	65.5%

Greek

Value	Count	Frequency (%)
ο	4	11.1%
τ	3	8.3%
ι	3	8.3%
Ψ	3	8.3%
φ	2	5.6%
ε	2	5.6%
Σ	1	2.8%
Ξ	1	2.8%
Χ	1	2.8%
σ	1	2.8%
Other values (15)	15	41.7%

Arabic

Value	Count	Frequency (%)
د	4	15.4%
م	3	11.5%
ر	3	11.5%
ا	2	7.7%
ن	2	7.7%
ع	2	7.7%
ت	1	3.8%
گ	1	3.8%
چ	1	3.8%
خ	1	3.8%
Other values (6)	6	23.1%

Inherited

Value	Count	Frequency (%)
́	42	35.3%
゙	25	21.0%
̃	10	8.4%
̈	9	7.6%
̧	8	6.7%
̂	6	5.0%
゚	5	4.2%
̆	5	4.2%
̊	3	2.5%
̀	2	1.7%
Other values (4)	4	3.4%

Thai

Value	Count	Frequency (%)
แ	1	20.0%
ค	1	20.0%
ก	1	20.0%
่	1	20.0%
ู	1	20.0%

Unknown

Value	Count	Frequency (%)
	1	100.0%

Devanagari

Value	Count	Frequency (%)
न	1	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1585993	97.3%
CJK	12418	0.8%
None	11520	0.7%
Cyrillic	10705	0.7%
Katakana	4477	0.3%
Hiragana	3622	0.2%
Punctuation	560	< 0.1%
Diacriticals	87	< 0.1%
Hangul	58	< 0.1%
Arabic	26	< 0.1%
Other values (15)	56	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	215843	13.6%
e	138723	8.7%
a	108308	6.8%
o	97072	6.1%
i	87315	5.5%
n	75552	4.8%
r	73238	4.6%
t	64908	4.1%
s	53687	3.4%
l	50171	3.2%
Other values (84)	621176	39.2%

None

Value	Count	Frequency (%)
é	1196	10.4%
ã	1106	9.6%
ó	853	7.4%
á	848	7.4%
í	700	6.1%
ç	664	5.8%
ä	593	5.1%
ü	482	4.2%
ê	479	4.2%
ı	475	4.1%
Other values (137)	4124	35.8%

Cyrillic

Value	Count	Frequency (%)
а	932	8.7%
о	891	8.3%
е	820	7.7%
и	639	6.0%
н	600	5.6%
р	536	5.0%
т	497	4.6%
л	453	4.2%
с	451	4.2%
к	384	3.6%
Other values (53)	4502	42.1%

Katakana

Value	Count	Frequency (%)
ー	473	10.6%
ン	333	7.4%
イ	234	5.2%
ス	175	3.9%
ル	161	3.6%
ラ	156	3.5%
ト	128	2.9%
・	122	2.7%
シ	109	2.4%
ク	108	2.4%
Other values (71)	2478	55.3%

Hiragana

Value	Count	Frequency (%)
の	395	10.9%
い	241	6.7%
な	177	4.9%
た	131	3.6%
て	114	3.1%
る	109	3.0%
か	106	2.9%
に	104	2.9%
き	101	2.8%
ら	101	2.8%
Other values (65)	2043	56.4%

Punctuation

Value	Count	Frequency (%)
’	328	58.6%
‘	68	12.1%
“	48	8.6%
”	42	7.5%
…	29	5.2%
–	24	4.3%
—	9	1.6%
‬	8	1.4%
―	2	0.4%
„	1	0.2%

CJK

Value	Count	Frequency (%)
的	320	2.6%
你	217	1.7%
愛	209	1.7%
我	191	1.5%
曲	187	1.5%
人	180	1.4%
一	149	1.2%
不	125	1.0%
劇	112	0.9%
天	104	0.8%
Other values (1834)	10624	85.6%

Diacriticals

Value	Count	Frequency (%)
́	42	48.3%
̃	10	11.5%
̈	9	10.3%
̧	8	9.2%
̂	6	6.9%
̆	5	5.7%
̊	3	3.4%
̀	2	2.3%
̌	1	1.1%
̇	1	1.1%

Misc Symbols

Value	Count	Frequency (%)
☆	10	52.6%
♡	8	42.1%
★	1	5.3%

IPA Ext

Value	Count	Frequency (%)
ə	10	100.0%

Arabic

Value	Count	Frequency (%)
د	4	15.4%
م	3	11.5%
ر	3	11.5%
ا	2	7.7%
ن	2	7.7%
ع	2	7.7%
ت	1	3.8%
گ	1	3.8%
چ	1	3.8%
خ	1	3.8%
Other values (6)	6	23.1%

Hangul

Value	Count	Frequency (%)
일	3	5.2%
강	3	5.2%
시	2	3.4%
속	2	3.4%
이	2	3.4%
타	2	3.4%
스	2	3.4%
남	2	3.4%
마	1	1.7%
원	1	1.7%
Other values (38)	38	65.5%

Latin Ext Additional

Value	Count	Frequency (%)
ứ	2	28.6%
ạ	1	14.3%
ồ	1	14.3%
ớ	1	14.3%
ặ	1	14.3%
ộ	1	14.3%

Arrows

Value	Count	Frequency (%)
→	2	100.0%

Number Forms

Value	Count	Frequency (%)
Ⅱ	2	100.0%

Geometric Shapes

Value	Count	Frequency (%)
●	1	50.0%
△	1	50.0%

PUA

Value	Count	Frequency (%)
	1	100.0%

Math Operators

Value	Count	Frequency (%)
≠	1	50.0%
∀	1	50.0%

Devanagari

Value	Count	Frequency (%)
न	1	100.0%

Misc Technical

Value	Count	Frequency (%)
⌘	1	100.0%

Thai

Value	Count	Frequency (%)
แ	1	20.0%
ค	1	20.0%
ก	1	20.0%
่	1	20.0%
ู	1	20.0%

Dingbats

Value	Count	Frequency (%)
❤	1	100.0%

VS

Value	Count	Frequency (%)
️	1	100.0%

Modifier Letters

Value	Count	Frequency (%)
˙	1	100.0%

Currency Symbols

Value	Count	Frequency (%)
₿	1	100.0%

popularity
Real number (ℝ)

Distinct	101
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	33.198808

Minimum	0
Maximum	100
Zeros	9447
Zeros (%)	10.5%
Negative	0
Negative (%)	0.0%
Memory size	1.4 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	19
median	33
Q3	49
95-th percentile	67
Maximum	100
Range	100
Interquartile range (IQR)	30

Descriptive statistics

Standard deviation	20.58064
Coefficient of variation (CV)	0.61992107
Kurtosis	-0.77064595
Mean	33.198808
Median Absolute Deviation (MAD)	15
Skewness	0.070863062
Sum	2979261
Variance	423.56276
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	9447	10.5%
21	2271	2.5%
22	2258	2.5%
20	2058	2.3%
23	2038	2.3%
24	1726	1.9%
44	1696	1.9%
43	1626	1.8%
41	1609	1.8%
19	1597	1.8%
Other values (91)	63414	70.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	9447	10.5%
1	1085	1.2%
2	495	0.6%
3	301	0.3%
4	231	0.3%
5	506	0.6%
6	374	0.4%
7	419	0.5%
8	504	0.6%
9	503	0.6%

Value	Count	Frequency (%)
100	1	< 0.1%
99	1	< 0.1%
98	2	< 0.1%
97	2	< 0.1%
96	3	< 0.1%
95	2	< 0.1%
94	2	< 0.1%
93	5	< 0.1%
92	5	< 0.1%
91	5	< 0.1%

duration_ms
Real number (ℝ)

Distinct	50696
Distinct (%)	56.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	229144.37

Minimum	8586
Maximum	5237295
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.4 MiB

Quantile statistics

Minimum	8586
5-th percentile	112041.9
Q1	173040
median	213295.5
Q3	264293
95-th percentile	394001.4
Maximum	5237295
Range	5228709
Interquartile range (IQR)	91253

Descriptive statistics

Standard deviation	112945.78
Coefficient of variation (CV)	0.49290228
Kurtosis	331.97979
Mean	229144.37
Median Absolute Deviation (MAD)	44555.5
Skewness	11.072801
Sum	2.0563415 × 10¹⁰
Variance	1.2756749 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
180000	83	0.1%
192000	77	0.1%
240000	72	0.1%
200000	47	0.1%
210000	46	0.1%
168000	46	0.1%
120000	43	< 0.1%
123453	43	< 0.1%
118840	41	< 0.1%
160000	41	< 0.1%
Other values (50686)	89201	99.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
8586	1	< 0.1%
13386	1	< 0.1%
15800	1	< 0.1%
17453	1	< 0.1%
17826	1	< 0.1%
21120	1	< 0.1%
21240	1	< 0.1%
22266	1	< 0.1%
23506	1	< 0.1%
24000	1	< 0.1%

Value	Count	Frequency (%)
5237295	1	< 0.1%
4789026	1	< 0.1%
4730302	1	< 0.1%
4563897	1	< 0.1%
4447520	1	< 0.1%
4339826	1	< 0.1%
4334721	1	< 0.1%
4246206	1	< 0.1%
4120258	1	< 0.1%
3876276	2	< 0.1%

explicit
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	788.7 KiB

False	82036
True	7704

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	82036	91.4%
True	7704	8.6%

danceability
Real number (ℝ)

Distinct	1174
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.56216636

Minimum	0
Maximum	0.985
Zeros	157
Zeros (%)	0.2%
Negative	0
Negative (%)	0.0%
Memory size	1.4 MiB

Quantile statistics

Minimum	0
5-th percentile	0.23695
Q1	0.45
median	0.576
Q3	0.692
95-th percentile	0.825
Maximum	0.985
Range	0.985
Interquartile range (IQR)	0.242

Descriptive statistics

Standard deviation	0.17669202
Coefficient of variation (CV)	0.31430558
Kurtosis	-0.19354228
Mean	0.56216636
Median Absolute Deviation (MAD)	0.121
Skewness	-0.39829181
Sum	50448.809
Variance	0.031220072
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.631	256	0.3%
0.647	252	0.3%
0.602	250	0.3%
0.582	248	0.3%
0.576	245	0.3%
0.598	244	0.3%
0.609	238	0.3%
0.524	238	0.3%
0.579	236	0.3%
0.607	234	0.3%
Other values (1164)	87299	97.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	157	0.2%
0.0513	1	< 0.1%
0.0532	1	< 0.1%
0.0545	1	< 0.1%
0.0548	1	< 0.1%
0.055	1	< 0.1%
0.0555	1	< 0.1%
0.0558	1	< 0.1%
0.0562	1	< 0.1%
0.0565	2	< 0.1%

Value	Count	Frequency (%)
0.985	1	< 0.1%
0.984	1	< 0.1%
0.983	1	< 0.1%
0.982	1	< 0.1%
0.981	2	< 0.1%
0.98	2	< 0.1%
0.979	2	< 0.1%
0.978	3	< 0.1%
0.977	1	< 0.1%
0.976	3	< 0.1%

energy
Real number (ℝ)

Distinct	2083
Distinct (%)	2.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.63445847

Minimum	0
Maximum	1
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	1.4 MiB

Quantile statistics

Minimum	0
5-th percentile	0.142
Q1	0.457
median	0.676
Q3	0.853
95-th percentile	0.97
Maximum	1
Range	1
Interquartile range (IQR)	0.396

Descriptive statistics

Standard deviation	0.25660638
Coefficient of variation (CV)	0.40444945
Kurtosis	-0.60813378
Mean	0.63445847
Median Absolute Deviation (MAD)	0.193
Skewness	-0.55999254
Sum	56936.303
Variance	0.065846834
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.961	202	0.2%
0.92	197	0.2%
0.988	195	0.2%
0.977	193	0.2%
0.931	192	0.2%
0.981	192	0.2%
0.979	189	0.2%
0.937	188	0.2%
0.938	187	0.2%
0.964	186	0.2%
Other values (2073)	87819	97.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
1.95 × 10^-5	1	< 0.1%
2.01 × 10^-5	13	< 0.1%
2.02 × 10^-5	4	< 0.1%
2.03 × 10^-5	34	< 0.1%
2.82 × 10^-5	1	< 0.1%
3.05 × 10^-5	1	< 0.1%
3.61 × 10^-5	1	< 0.1%
4.28 × 10^-5	3	< 0.1%
5.9 × 10^-5	2	< 0.1%

Value	Count	Frequency (%)
1	26	< 0.1%
0.999	88	0.1%
0.998	132	0.1%
0.997	129	0.1%
0.996	141	0.2%
0.995	186	0.2%
0.994	154	0.2%
0.993	163	0.2%
0.992	136	0.2%
0.991	161	0.2%

key
Real number (ℝ)

Distinct	12
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.2835302

Minimum	0
Maximum	11
Zeros	10352
Zeros (%)	11.5%
Negative	0
Negative (%)	0.0%
Memory size	1.4 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	5
Q3	8
95-th percentile	11
Maximum	11
Range	11
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	3.5599118
Coefficient of variation (CV)	0.67377524
Kurtosis	-1.2811037
Mean	5.2835302
Median Absolute Deviation (MAD)	3
Skewness	-0.00014226818
Sum	474144
Variance	12.672972
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
7	10550	11.8%
0	10352	11.5%
2	9327	10.4%
9	8998	10.0%
1	8576	9.6%
5	7308	8.1%
4	7133	7.9%
11	7129	7.9%
6	6139	6.8%
10	5889	6.6%
Other values (2)	8339	9.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	10352	11.5%
1	8576	9.6%
2	9327	10.4%
3	2769	3.1%
4	7133	7.9%
5	7308	8.1%
6	6139	6.8%
7	10550	11.8%
8	5570	6.2%
9	8998	10.0%

Value	Count	Frequency (%)
11	7129	7.9%
10	5889	6.6%
9	8998	10.0%
8	5570	6.2%
7	10550	11.8%
6	6139	6.8%
5	7308	8.1%
4	7133	7.9%
3	2769	3.1%
2	9327	10.4%

loudness
Real number (ℝ)

Distinct	19480
Distinct (%)	21.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-8.4989938

Minimum	-49.531
Maximum	4.532
Zeros	0
Zeros (%)	0.0%
Negative	89672
Negative (%)	99.9%
Memory size	1.4 MiB

Quantile statistics

Minimum	-49.531
5-th percentile	-18.86205
Q1	-10.32225
median	-7.185
Q3	-5.108
95-th percentile	-3
Maximum	4.532
Range	54.063
Interquartile range (IQR)	5.21425

Descriptive statistics

Standard deviation	5.2215176
Coefficient of variation (CV)	-0.61436892
Kurtosis	5.4704059
Mean	-8.4989938
Median Absolute Deviation (MAD)	2.4265
Skewness	-1.9598794
Sum	-762699.7
Variance	27.264246
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-5.956	58	0.1%
-5.662	53	0.1%
-9.336	49	0.1%
-7.57	42	< 0.1%
-7.282	40	< 0.1%
-4.177	39	< 0.1%
-6.264	38	< 0.1%
-4.457	38	< 0.1%
-8.169	34	< 0.1%
-4.499	33	< 0.1%
Other values (19470)	89316	99.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-49.531	1	< 0.1%
-49.307	1	< 0.1%
-46.591	1	< 0.1%
-46.251	1	< 0.1%
-43.957	1	< 0.1%
-43.943	1	< 0.1%
-43.714	1	< 0.1%
-43.504	1	< 0.1%
-43.303	1	< 0.1%
-43.046	3	< 0.1%

Value	Count	Frequency (%)
4.532	1	< 0.1%
3.156	1	< 0.1%
2.574	1	< 0.1%
1.864	1	< 0.1%
1.821	1	< 0.1%
1.795	1	< 0.1%
1.7	1	< 0.1%
1.682	1	< 0.1%
1.673	1	< 0.1%
1.416	1	< 0.1%

mode
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	5.6 MiB

1	57162
0	32578

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	89740
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	1
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
1	57162	63.7%
0	32578	36.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	57162	63.7%
0	32578	36.3%

Most occurring characters

Value	Count	Frequency (%)
1	57162	63.7%
0	32578	36.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	89740	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	57162	63.7%
0	32578	36.3%

Most occurring scripts

Value	Count	Frequency (%)
Common	89740	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	57162	63.7%
0	32578	36.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	89740	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	57162	63.7%
0	32578	36.3%

speechiness
Real number (ℝ)

Distinct	1489
Distinct (%)	1.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.087442333

Minimum	0
Maximum	0.965
Zeros	157
Zeros (%)	0.2%
Negative	0
Negative (%)	0.0%
Memory size	1.4 MiB

Quantile statistics

Minimum	0
5-th percentile	0.0283
Q1	0.036
median	0.0489
Q3	0.0859
95-th percentile	0.284
Maximum	0.965
Range	0.965
Interquartile range (IQR)	0.0499

Descriptive statistics

Standard deviation	0.11327768
Coefficient of variation (CV)	1.2954558
Kurtosis	26.567415
Mean	0.087442333
Median Absolute Deviation (MAD)	0.0165
Skewness	4.5458345
Sum	7847.075
Variance	0.012831833
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0324	305	0.3%
0.0328	281	0.3%
0.0323	279	0.3%
0.0322	272	0.3%
0.033	268	0.3%
0.0321	267	0.3%
0.0341	267	0.3%
0.0326	264	0.3%
0.0363	263	0.3%
0.0367	263	0.3%
Other values (1479)	87011	97.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	157	0.2%
0.0221	3	< 0.1%
0.0222	1	< 0.1%
0.0223	2	< 0.1%
0.0225	1	< 0.1%
0.0226	2	< 0.1%
0.0227	1	< 0.1%
0.0228	5	< 0.1%
0.0229	1	< 0.1%
0.023	5	< 0.1%

Value	Count	Frequency (%)
0.965	1	< 0.1%
0.963	2	< 0.1%
0.962	6	< 0.1%
0.961	2	< 0.1%
0.96	3	< 0.1%
0.959	6	< 0.1%
0.958	6	< 0.1%
0.957	8	< 0.1%
0.956	7	< 0.1%
0.955	11	< 0.1%

acousticness
Real number (ℝ)

Distinct	5061
Distinct (%)	5.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.32828497

Minimum	0
Maximum	0.996
Zeros	39
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	1.4 MiB

Quantile statistics

Minimum	0
5-th percentile	0.000124
Q1	0.0171
median	0.188
Q3	0.625
95-th percentile	0.956
Maximum	0.996
Range	0.996
Interquartile range (IQR)	0.6079

Descriptive statistics

Standard deviation	0.33832056
Coefficient of variation (CV)	1.0305698
Kurtosis	-1.0657855
Mean	0.32828497
Median Absolute Deviation (MAD)	0.18657
Skewness	0.6557717
Sum	29460.293
Variance	0.1144608
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.995	257	0.3%
0.993	243	0.3%
0.994	234	0.3%
0.992	217	0.2%
0.991	197	0.2%
0.99	169	0.2%
0.989	155	0.2%
0.988	140	0.2%
0.987	139	0.2%
0.131	135	0.2%
Other values (5051)	87854	97.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	39	< 0.1%
1 × 10^-6	1	< 0.1%
1.01 × 10^-6	4	< 0.1%
1.02 × 10^-6	1	< 0.1%
1.03 × 10^-6	2	< 0.1%
1.04 × 10^-6	4	< 0.1%
1.06 × 10^-6	3	< 0.1%
1.07 × 10^-6	4	< 0.1%
1.08 × 10^-6	2	< 0.1%
1.09 × 10^-6	1	< 0.1%

Value	Count	Frequency (%)
0.996	93	0.1%
0.995	257	0.3%
0.994	234	0.3%
0.993	243	0.3%
0.992	217	0.2%
0.991	197	0.2%
0.99	169	0.2%
0.989	155	0.2%
0.988	140	0.2%
0.987	139	0.2%

instrumentalness
Real number (ℝ)

Distinct	5346
Distinct (%)	6.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.17341537

Minimum	0
Maximum	1
Zeros	29924
Zeros (%)	33.3%
Negative	0
Negative (%)	0.0%
Memory size	1.4 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	5.8 × 10^-5
Q3	0.097625
95-th percentile	0.911
Maximum	1
Range	1
Interquartile range (IQR)	0.097625

Descriptive statistics

Standard deviation	0.32384929
Coefficient of variation (CV)	1.8674774
Kurtosis	0.6795989
Mean	0.17341537
Median Absolute Deviation (MAD)	5.8 × 10^-5
Skewness	1.5639967
Sum	15562.295
Variance	0.10487836
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	29924	33.3%
0.898	104	0.1%
0.911	102	0.1%
0.905	102	0.1%
0.9	101	0.1%
0.934	101	0.1%
0.913	100	0.1%
0.922	99	0.1%
0.921	98	0.1%
0.915	98	0.1%
Other values (5336)	58911	65.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	29924	33.3%
1 × 10^-6	24	< 0.1%
1.01 × 10^-6	38	< 0.1%
1.02 × 10^-6	29	< 0.1%
1.03 × 10^-6	28	< 0.1%
1.04 × 10^-6	37	< 0.1%
1.05 × 10^-6	33	< 0.1%
1.06 × 10^-6	32	< 0.1%
1.07 × 10^-6	34	< 0.1%
1.08 × 10^-6	32	< 0.1%

Value	Count	Frequency (%)
1	13	< 0.1%
0.999	22	< 0.1%
0.998	6	< 0.1%
0.997	11	< 0.1%
0.996	4	< 0.1%
0.995	15	< 0.1%
0.994	4	< 0.1%
0.993	9	< 0.1%
0.992	11	< 0.1%
0.991	12	< 0.1%

liveness
Real number (ℝ)

Distinct	1722
Distinct (%)	1.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.2169711

Minimum	0
Maximum	1
Zeros	2
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	1.4 MiB

Quantile statistics

Minimum	0
5-th percentile	0.0608
Q1	0.0982
median	0.132
Q3	0.279
95-th percentile	0.694
Maximum	1
Range	1
Interquartile range (IQR)	0.1808

Descriptive statistics

Standard deviation	0.19488489
Coefficient of variation (CV)	0.89820664
Kurtosis	4.0751488
Mean	0.2169711
Median Absolute Deviation (MAD)	0.0514
Skewness	2.0620924
Sum	19470.987
Variance	0.037980119
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.111	1051	1.2%
0.108	1019	1.1%
0.109	975	1.1%
0.11	945	1.1%
0.107	896	1.0%
0.106	866	1.0%
0.112	835	0.9%
0.103	830	0.9%
0.105	827	0.9%
0.102	782	0.9%
Other values (1712)	80714	89.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2	< 0.1%
0.00925	1	< 0.1%
0.00986	1	< 0.1%
0.0112	1	< 0.1%
0.0114	1	< 0.1%
0.0116	1	< 0.1%
0.0118	1	< 0.1%
0.0133	1	< 0.1%
0.0136	1	< 0.1%
0.0137	1	< 0.1%

Value	Count	Frequency (%)
1	2	< 0.1%
0.997	1	< 0.1%
0.995	1	< 0.1%
0.994	3	< 0.1%
0.993	2	< 0.1%
0.992	8	< 0.1%
0.991	3	< 0.1%
0.99	9	< 0.1%
0.989	13	< 0.1%
0.988	10	< 0.1%

valence
Real number (ℝ)

Distinct	1790
Distinct (%)	2.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.46947444

Minimum	0
Maximum	0.995
Zeros	176
Zeros (%)	0.2%
Negative	0
Negative (%)	0.0%
Memory size	1.4 MiB

Quantile statistics

Minimum	0
5-th percentile	0.064095
Q1	0.249
median	0.457
Q3	0.682
95-th percentile	0.912
Maximum	0.995
Range	0.995
Interquartile range (IQR)	0.433

Descriptive statistics

Standard deviation	0.26286354
Coefficient of variation (CV)	0.55991023
Kurtosis	-1.0473933
Mean	0.46947444
Median Absolute Deviation (MAD)	0.216
Skewness	0.12763729
Sum	42130.636
Variance	0.06909724
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.961	249	0.3%
0.962	186	0.2%
0	176	0.2%
0.963	171	0.2%
0.324	162	0.2%
0.964	156	0.2%
0.336	153	0.2%
0.305	152	0.2%
0.304	147	0.2%
0.549	143	0.2%
Other values (1780)	88045	98.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	176	0.2%
1 × 10^-5	129	0.1%
0.000322	1	< 0.1%
0.000378	1	< 0.1%
0.000667	1	< 0.1%
0.000673	1	< 0.1%
0.000755	1	< 0.1%
0.000781	1	< 0.1%
0.00084	1	< 0.1%
0.000885	1	< 0.1%

Value	Count	Frequency (%)
0.995	1	< 0.1%
0.994	1	< 0.1%
0.993	2	< 0.1%
0.992	2	< 0.1%
0.991	3	< 0.1%
0.99	1	< 0.1%
0.989	1	< 0.1%
0.988	4	< 0.1%
0.987	2	< 0.1%
0.986	1	< 0.1%

tempo
Real number (ℝ)

Distinct	45652
Distinct (%)	50.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	122.05813

Minimum	0
Maximum	243.372
Zeros	157
Zeros (%)	0.2%
Negative	0
Negative (%)	0.0%
Memory size	1.4 MiB

Quantile statistics

Minimum	0
5-th percentile	76.997
Q1	99.26275
median	122.013
Q3	140.077
95-th percentile	174.994
Maximum	243.372
Range	243.372
Interquartile range (IQR)	40.81425

Descriptive statistics

Standard deviation	30.117651
Coefficient of variation (CV)	0.24674841
Kurtosis	-0.057443517
Mean	122.05813
Median Absolute Deviation (MAD)	21.629
Skewness	0.18274444
Sum	10953497
Variance	907.07287
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	157	0.2%
71.078	42	< 0.1%
119.989	41	< 0.1%
130.594	41	< 0.1%
125.004	38	< 0.1%
151.925	38	< 0.1%
76.783	34	< 0.1%
130	33	< 0.1%
119.993	33	< 0.1%
161.948	32	< 0.1%
Other values (45642)	89251	99.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	157	0.2%
30.2	1	< 0.1%
30.322	1	< 0.1%
31.834	1	< 0.1%
34.262	1	< 0.1%
34.821	1	< 0.1%
35.392	1	< 0.1%
35.79	1	< 0.1%
35.862	1	< 0.1%
35.928	1	< 0.1%

Value	Count	Frequency (%)
243.372	1	< 0.1%
222.605	1	< 0.1%
220.525	1	< 0.1%
220.084	1	< 0.1%
220.081	3	< 0.1%
220.039	1	< 0.1%
219.971	1	< 0.1%
219.693	1	< 0.1%
219.571	1	< 0.1%
218.879	1	< 0.1%

time_signature
Categorical

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	5.6 MiB

4	79543
3	7604
5	1585
1	846
0	162

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	89740
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	4
2nd row	4
3rd row	4
4th row	3
5th row	4

Common Values

Value	Count	Frequency (%)
4	79543	88.6%
3	7604	8.5%
5	1585	1.8%
1	846	0.9%
0	162	0.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
4	79543	88.6%
3	7604	8.5%
5	1585	1.8%
1	846	0.9%
0	162	0.2%

Most occurring characters

Value	Count	Frequency (%)
4	79543	88.6%
3	7604	8.5%
5	1585	1.8%
1	846	0.9%
0	162	0.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	89740	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
4	79543	88.6%
3	7604	8.5%
5	1585	1.8%
1	846	0.9%
0	162	0.2%

Most occurring scripts

Value	Count	Frequency (%)
Common	89740	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
4	79543	88.6%
3	7604	8.5%
5	1585	1.8%
1	846	0.9%
0	162	0.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	89740	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
4	79543	88.6%
3	7604	8.5%
5	1585	1.8%
1	846	0.9%
0	162	0.2%

track_genre
Categorical

Distinct	113
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	6.2 MiB

acoustic	1000
alt-rock	999
tango	999
ambient	999
afrobeat	999
Other values (108)	84744

Length

Max length	17
Median length	11
Mean length	7.1468687
Min length	3

Characters and Unicode

Total characters	641360
Distinct characters	25
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	acoustic
2nd row	acoustic
3rd row	acoustic
4th row	acoustic
5th row	acoustic

Common Values

Value	Count	Frequency (%)
acoustic	1000	1.1%
alt-rock	999	1.1%
tango	999	1.1%
ambient	999	1.1%
afrobeat	999	1.1%
cantopop	999	1.1%
bluegrass	998	1.1%
forro	998	1.1%
study	998	1.1%
chicago-house	998	1.1%
Other values (103)	79753	88.9%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
acoustic	1000	1.1%
tango	999	1.1%
ambient	999	1.1%
afrobeat	999	1.1%
cantopop	999	1.1%
alt-rock	999	1.1%
bluegrass	998	1.1%
forro	998	1.1%
study	998	1.1%
chicago-house	998	1.1%
Other values (103)	79753	88.9%

Most occurring characters

Value	Count	Frequency (%)
a	56636	8.8%
e	55400	8.6%
o	52430	8.2%
r	42776	6.7%
n	38375	6.0%
i	37341	5.8%
s	35237	5.5%
t	33400	5.2%
c	32505	5.1%
l	32482	5.1%
Other values (15)	224778	35.0%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	613270	95.6%
Dash Punctuation	28090	4.4%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	56636	9.2%
e	55400	9.0%
o	52430	8.5%
r	42776	7.0%
n	38375	6.3%
i	37341	6.1%
s	35237	5.7%
t	33400	5.4%
c	32505	5.3%
l	32482	5.3%
Other values (14)	196688	32.1%

Dash Punctuation

Value	Count	Frequency (%)
-	28090	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	613270	95.6%
Common	28090	4.4%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	56636	9.2%
e	55400	9.0%
o	52430	8.5%
r	42776	7.0%
n	38375	6.3%
i	37341	6.1%
s	35237	5.7%
t	33400	5.4%
c	32505	5.3%
l	32482	5.3%
Other values (14)	196688	32.1%

Common

Value	Count	Frequency (%)
-	28090	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	641360	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
a	56636	8.8%
e	55400	8.6%
o	52430	8.2%
r	42776	6.7%
n	38375	6.0%
i	37341	5.8%
s	35237	5.5%
t	33400	5.2%
c	32505	5.1%
l	32482	5.1%
Other values (15)	224778	35.0%

Auto

Heatmap
Table

	Unnamed: 0	popularity	duration_ms	danceability	energy	key	loudness	speechiness	acousticness	instrumentalness	liveness	valence	tempo	explicit	mode	time_signature
Unnamed: 0	1.000	0.039	-0.027	-0.021	-0.057	-0.009	-0.039	-0.036	0.098	-0.073	0.041	0.033	-0.024	0.121	0.070	0.077
popularity	0.039	1.000	0.013	0.055	-0.016	0.004	0.067	-0.067	0.010	-0.124	-0.011	-0.011	0.008	0.093	0.035	0.046
duration_ms	-0.027	0.013	1.000	-0.083	0.115	0.017	0.033	-0.124	-0.179	0.118	-0.041	-0.170	0.053	0.011	0.007	0.036
danceability	-0.021	0.055	-0.083	1.000	0.050	0.033	0.116	0.152	-0.054	-0.158	-0.148	0.477	-0.048	0.148	0.077	0.284
energy	-0.057	-0.016	0.115	0.050	1.000	0.043	0.753	0.351	-0.712	-0.043	0.182	0.205	0.250	0.122	0.083	0.162
key	-0.009	0.004	0.017	0.033	0.043	1.000	0.029	0.040	-0.041	0.003	-0.006	0.025	0.009	0.044	0.251	0.022
loudness	-0.039	0.067	0.033	0.116	0.753	0.029	1.000	0.218	-0.537	-0.299	0.115	0.227	0.209	0.108	0.038	0.155
speechiness	-0.036	-0.067	-0.124	0.152	0.351	0.040	0.218	1.000	-0.216	-0.051	0.095	0.082	0.109	0.329	0.064	0.087
acousticness	0.098	0.010	-0.179	-0.054	-0.712	-0.041	-0.537	-0.216	1.000	-0.094	-0.045	-0.023	-0.227	0.101	0.096	0.142
instrumentalness	-0.073	-0.124	0.118	-0.158	-0.043	0.003	-0.299	-0.051	-0.094	1.000	-0.105	-0.334	-0.013	0.112	0.063	0.068
liveness	0.041	-0.011	-0.041	-0.148	0.182	-0.006	0.115	0.095	-0.045	-0.105	1.000	0.008	0.015	0.048	0.025	0.042
valence	0.033	-0.011	-0.170	0.477	0.205	0.025	0.227	0.082	-0.023	-0.334	0.008	1.000	0.075	0.071	0.036	0.115
tempo	-0.024	0.008	0.053	-0.048	0.250	0.009	0.209	0.109	-0.227	-0.013	0.015	0.075	1.000	0.037	0.022	0.497
explicit	0.121	0.093	0.011	0.148	0.122	0.044	0.108	0.329	0.101	0.112	0.048	0.071	0.037	1.000	0.034	0.060
mode	0.070	0.035	0.007	0.077	0.083	0.251	0.038	0.064	0.096	0.063	0.025	0.036	0.022	0.034	1.000	0.028
time_signature	0.077	0.046	0.036	0.284	0.162	0.022	0.155	0.087	0.142	0.068	0.042	0.115	0.497	0.060	0.028	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	Unnamed: 0	track_id	artists	album_name	track_name	popularity	duration_ms	explicit	danceability	energy	key	loudness	mode	speechiness	acousticness	instrumentalness	liveness	valence	tempo	time_signature	track_genre
0	0	5SuOikwiRyPMVoIQDJUgSV	Gen Hoshino	Comedy	Comedy	73	230666	False	0.676	0.4610	1	-6.746	0	0.1430	0.0322	0.000001	0.3580	0.7150	87.917	4	acoustic
1	1	4qPNDBW1i3p13qLCt0Ki3A	Ben Woodward	Ghost (Acoustic)	Ghost - Acoustic	55	149610	False	0.420	0.1660	1	-17.235	1	0.0763	0.9240	0.000006	0.1010	0.2670	77.489	4	acoustic
2	2	1iJBSr7s7jYXzM8EGcbK5b	Ingrid Michaelson;ZAYN	To Begin Again	To Begin Again	57	210826	False	0.438	0.3590	0	-9.734	1	0.0557	0.2100	0.000000	0.1170	0.1200	76.332	4	acoustic
3	3	6lfxq3CG4xtTiEg7opyCyx	Kina Grannis	Crazy Rich Asians (Original Motion Picture Soundtrack)	Can't Help Falling In Love	71	201933	False	0.266	0.0596	0	-18.515	1	0.0363	0.9050	0.000071	0.1320	0.1430	181.740	3	acoustic
4	4	5vjLSffimiIP26QG5WcN2K	Chord Overstreet	Hold On	Hold On	82	198853	False	0.618	0.4430	2	-9.681	1	0.0526	0.4690	0.000000	0.0829	0.1670	119.949	4	acoustic
5	5	01MVOl9KtVTNfFiBU9I7dc	Tyrone Wells	Days I Will Remember	Days I Will Remember	58	214240	False	0.688	0.4810	6	-8.807	1	0.1050	0.2890	0.000000	0.1890	0.6660	98.017	4	acoustic
6	6	6Vc5wAMmXdKIAM7WUoEb7N	A Great Big World;Christina Aguilera	Is There Anybody Out There?	Say Something	74	229400	False	0.407	0.1470	2	-8.822	1	0.0355	0.8570	0.000003	0.0913	0.0765	141.284	3	acoustic
7	7	1EzrEOXmMH3G43AXT1y7pA	Jason Mraz	We Sing. We Dance. We Steal Things.	I'm Yours	80	242946	False	0.703	0.4440	11	-9.331	1	0.0417	0.5590	0.000000	0.0973	0.7120	150.960	4	acoustic
8	8	0IktbUcnAGrvD03AWnz3Q8	Jason Mraz;Colbie Caillat	We Sing. We Dance. We Steal Things.	Lucky	74	189613	False	0.625	0.4140	0	-8.700	1	0.0369	0.2940	0.000000	0.1510	0.6690	130.088	4	acoustic
9	9	7k9GuJYLp2AzqokyEdwEw2	Ross Copperman	Hunger	Hunger	56	205594	False	0.442	0.6320	1	-6.770	1	0.0295	0.4260	0.004190	0.0735	0.1960	78.899	4	acoustic

	Unnamed: 0	track_id	artists	album_name	track_name	popularity	duration_ms	explicit	danceability	energy	key	loudness	mode	speechiness	acousticness	instrumentalness	liveness	valence	tempo	time_signature	track_genre
113990	113990	2A4dSiJmbviL56CBupkh6C	Lucas Cervetti	Frecuencias Álmicas en 432hz (Solo Piano)	Frecuencia Álmica XI - Solo Piano	22	369049	False	0.579	0.245	4	-16.357	1	0.0384	0.97000	0.924000	0.1010	0.3020	112.011	3	world-music
113991	113991	0CE0Y6GM75cbrqao8EOAlW	Chris Tomlin	The Ultimate Playlist	At The Cross (Love Ran Red)	32	250629	False	0.387	0.531	8	-4.788	1	0.0290	0.00305	0.000000	0.2010	0.1530	146.003	4	world-music
113992	113992	3FjOBB4EyIXHYUtSgrIdY9	Jesus Culture	Revelation Songs	Your Love Never Fails	38	312566	False	0.475	0.860	10	-4.722	1	0.0421	0.00650	0.000002	0.2460	0.4270	113.949	4	world-music
113993	113993	4OkMK49i3NApR1KsAIsTf6	Chris Tomlin	See The Morning (Special Edition)	How Can I Keep From Singing	39	256026	False	0.505	0.687	10	-4.375	1	0.0287	0.08410	0.000000	0.1880	0.3820	104.083	3	world-music
113994	113994	4WbOUe6T0sozC7z5ZJgiAA	Lucas Cervetti	Frecuencias Álmicas en 432hz	Frecuencia Álmica, Pt. 4	22	305454	False	0.331	0.171	1	-15.668	1	0.0350	0.92000	0.022900	0.0679	0.3270	132.147	3	world-music
113995	113995	2C3TZjDRiAzdyViavDJ217	Rainy Lullaby	#mindfulness - Soft Rain for Mindful Meditation, Stress Relief Relaxation Music	Sleep My Little Boy	21	384999	False	0.172	0.235	5	-16.393	1	0.0422	0.64000	0.928000	0.0863	0.0339	125.995	5	world-music
113996	113996	1hIz5L4IB9hN3WRYPOCGPw	Rainy Lullaby	#mindfulness - Soft Rain for Mindful Meditation, Stress Relief Relaxation Music	Water Into Light	22	385000	False	0.174	0.117	0	-18.318	0	0.0401	0.99400	0.976000	0.1050	0.0350	85.239	4	world-music
113997	113997	6x8ZfSoqDjuNa5SVP5QjvX	Cesária Evora	Best Of	Miss Perfumado	22	271466	False	0.629	0.329	0	-10.895	0	0.0420	0.86700	0.000000	0.0839	0.7430	132.378	4	world-music
113998	113998	2e6sXL2bYv4bSz6VTdnfLs	Michael W. Smith	Change Your World	Friends	41	283893	False	0.587	0.506	7	-10.889	1	0.0297	0.38100	0.000000	0.2700	0.4130	135.960	4	world-music
113999	113999	2hETkH7cOfqmz3LqZDHZf5	Cesária Evora	Miss Perfumado	Barbincor	22	241826	False	0.526	0.487	1	-10.204	0	0.0725	0.68100	0.000000	0.0893	0.7080	79.198	4	world-music

Overview

Variables

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Lowercase Letter

Decimal Number

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Lowercase Letter

Uppercase Letter

Other Punctuation

Decimal Number

Close Punctuation

Math Symbol

Other Symbol

Open Punctuation

Dash Punctuation

Modifier Letter

Final Punctuation

Initial Punctuation

Space Separator

Currency Symbol

Connector Punctuation

Modifier Symbol

Other Number

Most occurring scripts

Most frequent character per script

Han

Latin

Common

Cyrillic

Katakana

Hiragana

Greek

Most occurring blocks

Most frequent character per block

ASCII

None

Cyrillic

Katakana

Punctuation

CJK

Math Operators

Hiragana

Misc Symbols

Letterlike Symbols

Latin Ext Additional

Dingbats

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Lowercase Letter

Uppercase Letter

Other Punctuation

Nonspacing Mark

Decimal Number

Math Symbol

Close Punctuation

Open Punctuation

Other Symbol

Dash Punctuation

Modifier Symbol